How real projects configure their agents

32,008 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
Prgebish/mcp-telegram MCP server for Telegram — connect Claude to your real Telegram account via User API (MTPro 3 Claude Code 1 245 tok
qelos-io/better-mcp 3 Claude Code 1 689 tok
n0zer0d4y/asana-project-ops deepwiki.com Advanced Asana MCP Server with batch operations, direct section assignment, and selective 3 Claude Code 1 2,139 tok
agenticpay-dev/agenticpay agenticpay-dev.github.io MCP-native pay-per-tool-call micropayments for AI agents (Solana + USDC + x402) 3 Claude Code, Cursor 3 1,840 tok
quiltdata/quilt-mcp-server 3 Claude Code, Codex, OpenCode 12 1,142 tok
jrenaldi79/google-workspace-mcp NPM-distributable Google Workspace MCP server for Claude Desktop, Claude Code CLI, and Cha 3 Claude Code 1 1,137 tok
krystian-ai/ai-image-gen-mcp Scalable MCP backend optimized for Claude Code and Claude Desktop — secure, low-latency, p 3 Claude Code 1 1,005 tok
ihiteshgupta/gmail-mcp-server Gmail MCP Server for Claude Code - Search, send, and manage emails via AI 3 Claude Code 1 1,202 tok
pm990320/google-workspace-mcp The Ultimate Google Docs, Sheets & Drive MCP Server. Google Docs MCP is an MCP server (pri 3 Claude Code 3 4,172 tok
KalinYorgov/RN-upgrade-helper-MCP A Model Context Protocol (MCP) server that automates the React Native Upgrade Helper websi 3 Claude Code 1 600 tok
knportal/formfill-mcp formfill.plenitudo.ai Fill any PDF form from your AI agent — MCP server for PDF form filling 3 Claude Code 1 570 tok
Voxos-ai-Inc/clink-mcp-server clink.voxos.ai MCP server implementation for @voxos-ai/clink-mcp-server 3 Claude Code 1 936 tok
dutchbase/img-converter Fast, scriptable image conversion powered by Sharp. Ships as an npm package, a CLI, a REST 3 Claude Code 1 632 tok
u9401066/pharmacy-mcp Pharmacy MCP Server - Drug information, dosage calculators, and interaction checkers via M 3 Claude Code, Codex, GitHub Copilot, OpenCode 43 2,916 tok
coeusyk/personal-notes-assistant A RAG server for your Obsidian vault. 3 Claude Code 1 900 tok
mrkhachaturov/ya-reviews-mcp 3 Claude Code 1 1,332 tok
2501-ai/vmware-mcp VMWare MCP server for LLMs 3 Claude Code 1 463 tok
3062-in-zamud/knowledgine Developer Knowledge Infrastructure - Extract structured knowledge from your codebase for A 3 Claude Code, Codex, OpenCode 7 1,801 tok
mynghn/slack-mcp-server Read-only MCP server for Slack workspace data 3 Claude Code 10 358 tok
abhisavakar/codeimpact Persistent codebase understanding for Claude, Cursor & AI coding assistants via MCP 3 Claude Code, Cursor 2 4,457 tok
mocomoco-inc/mocovoice-mcp-server products.mocomoco.ai mocoVoice MCP Server 3 Claude Code 1 552 tok
lakshyamehta03/wayback-machine-mcp pypi.org MCP server giving Claude and other LLM clients structured access to the Internet Archive's 3 Claude Code 1 639 tok
jgabor/finsliparn Finsliparn is a MCP Server and Claude Code Plugin that adapts Poetiq's ARC-AGI solver meth 3 Claude Code, Codex, OpenCode 7 665 tok
MacHu-GWU/mcp_ohmy_sql-project mcp-ohmy-sql.readthedocs.io A powerful Model Context Protocol (MCP) server that provides universal SQL database connec 3 Claude Code 1 462 tok
andyleimc-source/tencent-ad-mcp MCP server for Tencent Ads Marketing API v3.0 — 358 tools 3 Claude Code 1 309 tok
Furqankhanzada/hamara-hisaab Hamara Hisaab (ہمارا حساب) — self-hosted household finance ledger. API-first: every featur 3 Claude Code 1 930 tok
cmeans/mcp-awareness Cross-platform memory and ambient awareness for AI agents — knowledge store, alert collati 3 Claude Code 1 2,776 tok
AmiyaBot/Amiya-Bot-mcp-server AmiyaBot MCP Server 3 Claude Code, Codex, GitHub Copilot 5 195 tok
MCPmed/allenbrain-mcp A comprehensive Model Context Protocol (MCP) server for querying the Allen Institute for B 3 Claude Code 1 594 tok
falegria86/zoho-mcp 3 Claude Code 1 5,732 tok
ivncmp/dbrain Persistent memory server for AI assistants. PARA taxonomy, hot/warm/cold tiers, dual REST 3 Claude Code 1 3,935 tok
sablier-ai/sablier-mcp Sablier MCP — plug Wall Street-grade portfolio analytics, stress-testing, and SEC filing i 3 Claude Code 1 309 tok
fernforestgames/mcp-server-godot npmjs.com MCP server for interacting with the Godot game engine and projects 3 Claude Code 1 432 tok
chmouel/jayrah 🌞 Jayrah - Jira Terminal and web user interface and AI-powered command palette (MCP) 🌞 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,222 tok
guzus/grok-mcp pypi.org MCP server for searching X.com using xAI's Grok API with Live Search 3 Claude Code 2 79 tok
hwc2357300448/doc-mcp-server A powerful Word document editing MCP server supporting AI coding tools such as Cursor, Git 3 Claude Code 1 1,374 tok
Draco-Cheng/ai-readme-mcp 3 Claude Code 1 320 tok
softagram/sgraph-mcp-server SGraph MCP Server 3 Claude Code 1 1,045 tok
mohsinkhadim59/youtube-obsidian-mcp Automatically generate professional Obsidian study notes from YouTube videos using Claude 3 Claude Code 1 3,471 tok
CAPHTECH/pce-memory 3 Claude Code, Codex, OpenCode 4 5,255 tok
FASTPROD/ContextEngine npmjs.com MCP server — AI agents that remember across sessions. Zero API keys, 100% local. 3 Claude Code, GitHub Copilot, Cursor 6 18,841 tok
evantahler/membot Versioned context store with hybrid search for AI agents. Stdio + HTTP MCP server and CLI. 3 Claude Code 1 5,207 tok
jsavin/iac-mcp Universal bridge between AI/LLMs and native applications using Just-In-Time Discovery 3 Claude Code 10 7,300 tok
Knuckles-Team/systems-manager System-Manager will update your system and install/upgrade applications. Supports Agentic 3 Claude Code, Codex, OpenCode 2 4,701 tok
thevibeworks/barkme-mcp-server MCP server for Bark iOS push notifications — a single notify tool, device aliases instead 3 Claude Code 1 706 tok
Sage-Bionetworks/synapse-mcp synapse.org A Model Context Protocol (MCP) server that enables AI agent access to Synapse. Deployed in 3 Claude Code 1 1,295 tok
williamzujkowski/mcp-standards-server williamzujkowski.github.io A comprehensive Model Context Protocol (MCP) server that provides intelligent NIST 800-53r 3 Claude Code 1 2,985 tok
DEBARPAN2000/tradingview-mcp AI-assisted TradingView chart analysis — connect Claude Code to your TradingView Desktop f 3 Claude Code 1 1,873 tok
WebexCommunity/webex-bot-mcp Webex MCP Server for Bot Functionality 3 Claude Code 1 2,106 tok
mattmre/EVOKORE-MCP-PUBLIC EVOKORE-MCP — a multi-server Model Context Protocol aggregator with skill discovery, HITL 3 Claude Code 7